Soccer Player Dataset

Dataset info

Number of variables	66
Number of observations	10441
Missing cells	20575 (3.0%)
Duplicate rows	0 (0.0%)
Total size in memory	5.3 MiB
Average record size in memory	528.0 B

Variables types

Numeric	33
Categorical	5
Boolean	0
Date	0
URL	0
Text (Unique)	0
Rejected	28
Unsupported	0

Warnings

`birth_date` only contains datetime values, but is categorical. Consider applying `pd.to_datetime()`	Type
`birth_date` has a high cardinality: 4927 distinct values	Warning
`cam` is highly correlated with `ball_control` (ρ = 0.9204210677)	Rejected
`cb` has 1126 (10.8%) missing values	Missing
`cdm` is highly correlated with `cb` (ρ = 0.9287949074)	Rejected
`cf` is highly correlated with `cam` (ρ = 0.9862773808)	Rejected
`cm` is highly correlated with `cam` (ρ = 0.9009847667)	Rejected
`def` is highly correlated with `cb` (ρ = 0.9774510258)	Rejected
`dri` is highly correlated with `cf` (ρ = 0.9389363787)	Rejected
`dribbling` is highly correlated with `cf` (ρ = 0.908920841)	Rejected
`gk` is highly correlated with `dri` (ρ = 0.9297790821)	Rejected
`gk_diving` is highly correlated with `gk` (ρ = 0.9239505615)	Rejected
`gk_handling` is highly correlated with `gk_diving` (ρ = 0.9687924343)	Rejected
`gk_kicking` is highly correlated with `gk_handling` (ρ = 0.9635615636)	Rejected
`gk_positioning` is highly correlated with `gk_kicking` (ρ = 0.9626664497)	Rejected
`gk_reflexes` is highly correlated with `gk_positioning` (ρ = 0.9687002122)	Rejected
`interceptions` is highly correlated with `cb` (ρ = 0.9410440952)	Rejected
`lb` is highly correlated with `def` (ρ = 0.9052169427)	Rejected
`lw` is highly correlated with `dribbling` (ρ = 0.9334524142)	Rejected
`marking` is highly correlated with `interceptions` (ρ = 0.9262551512)	Rejected
`pac` is highly correlated with `gk` (ρ = 0.9239505615)	Rejected
`pas` is highly correlated with `cm` (ρ = 0.9558262172)	Rejected
`phy` is highly correlated with `gk` (ρ = 0.9228801567)	Rejected
`rb` is highly correlated with `lb` (ρ = 1)	Rejected
`rw` is highly correlated with `lw` (ρ = 1)	Rejected
`sho` is highly correlated with `gk` (ρ = 0.9055390158)	Rejected
`short_passing` is highly correlated with `cm` (ρ = 0.9160526795)	Rejected
`sliding_tackle` is highly correlated with `marking` (ρ = 0.9596663866)	Rejected
`sprint_speed` is highly correlated with `acceleration` (ρ = 0.9123358357)	Rejected
`st` is highly correlated with `sho` (ρ = 0.9430216235)	Rejected
`standing_tackle` is highly correlated with `sliding_tackle` (ρ = 0.9710228304)	Rejected

acceleration
Numeric

Distinct count	85
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	64.92730581
Minimum	12
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	12
5-th percentile	35
Q1	57
Median	68
Q3	75
95-th percentile	85
Maximum	96
Range	84
Interquartile range	18

Descriptive statistics

Standard deviation	14.62432441
Coef of variation	0.2252415101
Kurtosis	0.4175967558
Mean	64.92730581
MAD	11.38767142
Skewness	-0.7830707205
Sum	677906
Variance	213.8708645
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[12. 15.5 27.5 31.5 34.5 ... 79.5 86.5 91.5 93.5 96. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
68	461	4.4%
67	383	3.7%
69	370	3.5%
74	367	3.5%
76	339	3.2%
72	339	3.2%
66	329	3.2%
75	328	3.1%
73	320	3.1%
65	315	3.0%
Other values (75)	6890	66.0%

Minimum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
13	1	< 0.1%
14	2	< 0.1%
15	4	< 0.1%
16	7	0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	4	< 0.1%
94	10	0.1%
93	27	0.3%
92	28	0.3%

age
Numeric

Distinct count	4927
Unique (%)	47.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	26.08898901
Minimum	17.26849315
Maximum	44.99178082
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	17.26849315
5-th percentile	19.46575342
Q1	22.46849315
Median	25.81643836
Q3	29.43287671
95-th percentile	33.90958904
Maximum	44.99178082
Range	27.72328767
Interquartile range	6.964383562

Descriptive statistics

Standard deviation	4.544989643
Coef of variation	0.1742110299
Kurtosis	-0.5733572801
Mean	26.08898901
MAD	3.767608475
Skewness	0.3479287214
Sum	272395.1342
Variance	20.65693086
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[17.26849315 17.74520548 18.49178082 19.53561644 20.62328767 ... 33.86575342 34.99178082 37.21917808 39.02465753 44.99178082], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
29.86027397	141	1.4%
25.85753425	141	1.4%
33.8630137	127	1.2%
21.9890411	10	0.1%
23.89589041	10	0.1%
21.01369863	10	0.1%
27.78630137	9	0.1%
22.96438356	8	0.1%
21.00821918	8	0.1%
21.96712329	8	0.1%
Other values (4917)	9969	95.5%

Minimum 5 values

Value	Count	Frequency (%)
17.26849315	1	< 0.1%
17.35068493	1	< 0.1%
17.36712329	1	< 0.1%
17.37260274	1	< 0.1%
17.41917808	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
44.99178082	1	< 0.1%
42.16438356	1	< 0.1%
41.0109589	1	< 0.1%
40.23835616	1	< 0.1%
40.17260274	1	< 0.1%

aggression
Numeric

Distinct count	84
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	56.19729911
Minimum	11
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	11
5-th percentile	24
Q1	44
Median	59
Q3	70
95-th percentile	81
Maximum	94
Range	83
Interquartile range	26

Descriptive statistics

Standard deviation	17.28440698
Coef of variation	0.3075665067
Kurtosis	-0.6586917961
Mean	56.19729911
MAD	14.34907247
Skewness	-0.4062745996
Sum	586756
Variance	298.7507245
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[11. 15.5 18.5 25.5 30.5 ... 82.5 85.5 88.5 90.5 94. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
70	319	3.1%
68	292	2.8%
65	278	2.7%
59	254	2.4%
67	253	2.4%
60	250	2.4%
62	242	2.3%
69	241	2.3%
64	238	2.3%
58	232	2.2%
Other values (74)	7842	75.1%

Minimum 5 values

Value	Count	Frequency (%)
11	1	< 0.1%
12	3	< 0.1%
13	8	0.1%
14	2	< 0.1%
15	11	0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	4	< 0.1%
93	6	0.1%
92	5	< 0.1%
91	8	0.1%
90	19	0.2%

agility
Numeric

Distinct count	83
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.61133991
Minimum	14
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	14
5-th percentile	34
Q1	56
Median	66
Q3	74
95-th percentile	84
Maximum	96
Range	82
Interquartile range	18

Descriptive statistics

Standard deviation	14.55798558
Coef of variation	0.2288583388
Kurtosis	-0.07751399177
Mean	63.61133991
MAD	11.59206709
Skewness	-0.5905084361
Sum	664166
Variance	211.9349442
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[14. 20.5 27.5 29.5 31.5 ... 82.5 85.5 91.5 93.5 96. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
72	358	3.4%
73	348	3.3%
70	333	3.2%
71	332	3.2%
68	307	2.9%
65	300	2.9%
69	298	2.9%
64	296	2.8%
75	292	2.8%
58	281	2.7%
Other values (73)	7296	69.9%

Minimum 5 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	1	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	2	< 0.1%
94	2	< 0.1%
93	17	0.2%
92	30	0.3%

balance
Numeric

Distinct count	81
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.96877694
Minimum	15
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	15
5-th percentile	38
Q1	56
Median	66
Q3	74
95-th percentile	84
Maximum	95
Range	80
Interquartile range	18

Descriptive statistics

Standard deviation	13.92604929
Coef of variation	0.2177007277
Kurtosis	0.04948412681
Mean	63.96877694
MAD	11.03479605
Skewness	-0.5405344006
Sum	667898
Variance	193.9348488
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[15. 20.5 27.5 31.5 39.5 ... 83.5 86.5 91.5 93.5 95. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
68	359	3.4%
65	344	3.3%
72	338	3.2%
70	331	3.2%
64	320	3.1%
67	320	3.1%
66	315	3.0%
71	307	2.9%
74	303	2.9%
69	300	2.9%
Other values (71)	7204	69.0%

Minimum 5 values

Value	Count	Frequency (%)
15	1	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	3	< 0.1%
94	9	0.1%
93	24	0.2%
92	31	0.3%
91	45	0.4%

ball_control
Numeric

Distinct count	84
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	58.55416148
Minimum	8
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	8
5-th percentile	19
Q1	54
Median	63
Q3	69
95-th percentile	77
Maximum	94
Range	86
Interquartile range	15

Descriptive statistics

Standard deviation	16.51208666
Coef of variation	0.2819968085
Kurtosis	1.043136392
Mean	58.55416148
MAD	12.2429049
Skewness	-1.281227552
Sum	611364
Variance	272.6490059
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 8. 9.5 11.5 14.5 24.5 ... 80.5 82.5 85.5 88.5 94. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
65	443	4.2%
66	436	4.2%
68	428	4.1%
63	424	4.1%
64	415	4.0%
67	414	4.0%
62	395	3.8%
70	382	3.7%
61	344	3.3%
60	342	3.3%
Other values (74)	6418	61.5%

Minimum 5 values

Value	Count	Frequency (%)
8	4	< 0.1%
9	3	< 0.1%
10	16	0.2%
11	23	0.2%
12	44	0.4%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
90	2	< 0.1%
89	1	< 0.1%
88	6	0.1%
87	12	0.1%

birth_date
Categorical

Distinct count	4927
Unique (%)	47.2%
Missing (%)	0.0%
Missing (n)	0

1988-02-29	141
1992-02-29	141
1984-02-29	127
Other values (4924)	10032

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1988-02-29	141	1.4%
1992-02-29	141	1.4%
1984-02-29	127	1.2%
1994-02-14	10	0.1%
1997-01-01	10	0.1%
1996-01-11	10	0.1%
1990-03-27	9	0.1%
1993-07-12	8	0.1%
1992-02-12	8	0.1%
1993-03-05	8	0.1%
Other values (4917)	9969	95.5%

Max length	10
Mean length	10
Min length	10
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

cam
Highly correlated

This variable is highly correlated with ball_control and should be ignored for analysis

Correlation	0.9204210677

cb
Numeric

Distinct count	62
Unique (%)	0.6%
Missing (%)	10.8%
Missing (n)	1126
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.80257649
Minimum	25
Maximum	86
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	25
5-th percentile	35
Q1	46
Median	58
Q3	65
95-th percentile	73
Maximum	86
Range	61
Interquartile range	19

Descriptive statistics

Standard deviation	12.07123094
Coef of variation	0.2163203154
Kurtosis	-0.9344109841
Mean	55.80257649
MAD	10.34185238
Skewness	-0.2437118067
Sum	519801
Variance	145.7146165
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	353	3.4%
64	352	3.4%
65	343	3.3%
62	315	3.0%
66	313	3.0%
67	307	2.9%
68	297	2.8%
61	293	2.8%
60	279	2.7%
59	253	2.4%
Other values (51)	6210	59.5%
(Missing)	1126	10.8%

Minimum 5 values

Value	Count	Frequency (%)
25	2	< 0.1%
27	5	< 0.1%
28	5	< 0.1%
29	18	0.2%
30	26	0.2%

Maximum 5 values

Value	Count	Frequency (%)
86	2	< 0.1%
85	2	< 0.1%
84	3	< 0.1%
83	4	< 0.1%
82	9	0.1%

cdm
Highly correlated

This variable is highly correlated with cb and should be ignored for analysis

Correlation	0.9287949074

cf
Highly correlated

This variable is highly correlated with cam and should be ignored for analysis

Correlation	0.9862773808

club
Numeric

Distinct count	647
Unique (%)	6.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	322.6392108
Minimum	2
Maximum	648
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	33
Q1	159
Median	322
Q3	484
95-th percentile	614
Maximum	648
Range	646
Interquartile range	325

Descriptive statistics

Standard deviation	187.0009404
Coef of variation	0.5795976873
Kurtosis	-1.202839035
Mean	322.6392108
MAD	162.0112997
Skewness	0.01000343764
Sum	3368676
Variance	34969.35172
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 2. 648.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
625	25	0.2%
245	25	0.2%
485	24	0.2%
163	24	0.2%
10	24	0.2%
158	24	0.2%
19	24	0.2%
33	23	0.2%
288	23	0.2%
582	23	0.2%
Other values (637)	10202	97.7%

Minimum 5 values

Value	Count	Frequency (%)
2	16	0.2%
3	16	0.2%
4	18	0.2%
5	13	0.1%
6	16	0.2%

Maximum 5 values

Value	Count	Frequency (%)
648	19	0.2%
647	12	0.1%
646	14	0.1%
645	20	0.2%
644	8	0.1%

cm
Highly correlated

This variable is highly correlated with cam and should be ignored for analysis

Correlation	0.9009847667

crossing
Numeric

Distinct count	86
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	50.1496983
Minimum	5
Maximum	90
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	5
5-th percentile	13
Q1	39
Median	55
Q3	64
95-th percentile	74
Maximum	90
Range	85
Interquartile range	25

Descriptive statistics

Standard deviation	18.23769995
Coef of variation	0.3636651977
Kurtosis	-0.5118028155
Mean	50.1496983
MAD	15.02106483
Skewness	-0.6196120883
Sum	523613
Variance	332.6136994
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 5. 7.5 9.5 10.5 14.5 ... 74.5 76.5 78.5 83.5 90. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
62	320	3.1%
60	309	3.0%
64	307	2.9%
59	282	2.7%
58	275	2.6%
65	274	2.6%
63	270	2.6%
66	266	2.5%
57	255	2.4%
68	255	2.4%
Other values (76)	7628	73.1%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	2	< 0.1%
7	3	< 0.1%
8	10	0.1%
9	21	0.2%

Maximum 5 values

Value	Count	Frequency (%)
90	3	< 0.1%
89	1	< 0.1%
88	5	< 0.1%
87	1	< 0.1%
86	5	< 0.1%

curve
Numeric

Distinct count	86
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.72837851
Minimum	6
Maximum	92
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	6
5-th percentile	14
Q1	35
Median	49
Q3	62
95-th percentile	75
Maximum	92
Range	86
Interquartile range	27

Descriptive statistics

Standard deviation	18.30400392
Coef of variation	0.3835035778
Kurtosis	-0.726501617
Mean	47.72837851
MAD	15.17920787
Skewness	-0.2647086304
Sum	498332
Variance	335.0365595
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 6. 8.5 9.5 10.5 14.5 ... 74.5 77.5 82.5 86.5 92. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
45	246	2.4%
55	236	2.3%
58	223	2.1%
42	218	2.1%
49	215	2.1%
59	213	2.0%
64	211	2.0%
48	207	2.0%
52	203	1.9%
53	202	1.9%
Other values (76)	8267	79.2%

Minimum 5 values

Value	Count	Frequency (%)
6	3	< 0.1%
7	1	< 0.1%
8	4	< 0.1%
9	18	0.2%
10	68	0.7%

Maximum 5 values

Value	Count	Frequency (%)
92	2	< 0.1%
90	2	< 0.1%
89	1	< 0.1%
88	4	< 0.1%
87	4	< 0.1%

def
Highly correlated

This variable is highly correlated with cb and should be ignored for analysis

Correlation	0.9774510258

dri
Highly correlated

This variable is highly correlated with cf and should be ignored for analysis

Correlation	0.9389363787

dribbling
Highly correlated

This variable is highly correlated with cf and should be ignored for analysis

Correlation	0.908920841

finishing
Numeric

Distinct count	86
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	45.65185327
Minimum	2
Maximum	88
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	12
Q1	30
Median	49
Q3	62
95-th percentile	73
Maximum	88
Range	86
Interquartile range	32

Descriptive statistics

Standard deviation	19.29742376
Coef of variation	0.4227084418
Kurtosis	-0.9945465393
Mean	45.65185327
MAD	16.59177092
Skewness	-0.298988585
Sum	476651
Variance	372.3905639
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 2. 4.5 7.5 10.5 28.5 ... 75.5 77.5 80.5 83.5 88. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
65	255	2.4%
58	252	2.4%
55	244	2.3%
60	243	2.3%
64	236	2.3%
59	235	2.3%
63	234	2.2%
62	225	2.2%
61	221	2.1%
66	216	2.1%
Other values (76)	8080	77.4%

Minimum 5 values

Value	Count	Frequency (%)
2	2	< 0.1%
4	1	< 0.1%
5	40	0.4%
6	36	0.3%
7	50	0.5%

Maximum 5 values

Value	Count	Frequency (%)
88	1	< 0.1%
87	7	0.1%
86	4	< 0.1%
85	4	< 0.1%
84	3	< 0.1%

free_kick_accuracy
Numeric

Distinct count	85
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	43.52418351
Minimum	7
Maximum	93
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	7
5-th percentile	13
Q1	31
Median	42
Q3	57
95-th percentile	72
Maximum	93
Range	86
Interquartile range	26

Descriptive statistics

Standard deviation	17.44460895
Coef of variation	0.4008026699
Kurtosis	-0.7405458172
Mean	43.52418351
MAD	14.42815574
Skewness	0.04583816397
Sum	454436
Variance	304.3143816
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 7. 9.5 10.5 14.5 15.5 ... 70.5 76.5 80.5 84.5 93. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
42	281	2.7%
40	254	2.4%
31	250	2.4%
39	244	2.3%
32	237	2.3%
41	234	2.2%
35	227	2.2%
38	227	2.2%
33	224	2.1%
34	221	2.1%
Other values (75)	8042	77.0%

Minimum 5 values

Value	Count	Frequency (%)
7	4	< 0.1%
8	5	< 0.1%
9	12	0.1%
10	68	0.7%
11	137	1.3%

Maximum 5 values

Value	Count	Frequency (%)
93	2	< 0.1%
91	1	< 0.1%
90	1	< 0.1%
89	2	< 0.1%
87	3	< 0.1%

gk
Highly correlated

This variable is highly correlated with dri and should be ignored for analysis

Correlation	0.9297790821

gk_diving
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation	0.9239505615

gk_handling
Highly correlated

This variable is highly correlated with gk_diving and should be ignored for analysis

Correlation	0.9687924343

gk_kicking
Highly correlated

This variable is highly correlated with gk_handling and should be ignored for analysis

Correlation	0.9635615636

gk_positioning
Highly correlated

This variable is highly correlated with gk_kicking and should be ignored for analysis

Correlation	0.9626664497

gk_reflexes
Highly correlated

This variable is highly correlated with gk_positioning and should be ignored for analysis

Correlation	0.9687002122

heading_accuracy
Numeric

Distinct count	90
Unique (%)	0.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.66286754
Minimum	4
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	14
Q1	45
Median	56
Q3	65
95-th percentile	75
Maximum	94
Range	90
Interquartile range	20

Descriptive statistics

Standard deviation	17.16600627
Coef of variation	0.3259603412
Kurtosis	0.3561864792
Mean	52.66286754
MAD	13.18244687
Skewness	-0.902190068
Sum	549853
Variance	294.6717714
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 4. 7.5 9.5 10.5 14.5 ... 76.5 78.5 80.5 84.5 94. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
58	357	3.4%
60	344	3.3%
55	343	3.3%
59	330	3.2%
62	301	2.9%
65	299	2.9%
56	289	2.8%
52	289	2.8%
68	284	2.7%
54	282	2.7%
Other values (80)	7323	70.1%

Minimum 5 values

Value	Count	Frequency (%)
4	1	< 0.1%
5	2	< 0.1%
7	3	< 0.1%
8	11	0.1%
9	11	0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	2	< 0.1%
92	1	< 0.1%
91	3	< 0.1%
90	7	0.1%

height_cm
Numeric

Distinct count	49
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	181.2562015
Minimum	155
Maximum	205
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	155
5-th percentile	170
Q1	177
Median	181
Q3	186
95-th percentile	192
Maximum	205
Range	50
Interquartile range	9

Descriptive statistics

Standard deviation	6.661820516
Coef of variation	0.03675361428
Kurtosis	-0.2288661367
Mean	181.2562015
MAD	5.407832011
Skewness	-0.06493218299
Sum	1892496
Variance	44.37985258
Memory size	81.7 KiB

Histogram with fixed size bins (bins=49)

Histogram with variable size bins (bins=[155. 162.5 164.5 166.5 167.5 ... 191.5 193.5 196.5 198.5 205. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
180	877	8.4%
178	705	6.8%
185	693	6.6%
183	676	6.5%
175	605	5.8%
182	514	4.9%
188	510	4.9%
184	491	4.7%
186	443	4.2%
187	416	4.0%
Other values (39)	4511	43.2%

Minimum 5 values

Value	Count	Frequency (%)
155	2	< 0.1%
156	1	< 0.1%
158	2	< 0.1%
159	2	< 0.1%
160	5	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
205	1	< 0.1%
203	3	< 0.1%
202	1	< 0.1%
201	6	0.1%
200	1	< 0.1%

id
Numeric

Distinct count	10441
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	5220
Minimum	0
Maximum	10440
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	522
Q1	2610
Median	5220
Q3	7830
95-th percentile	9918
Maximum	10440
Range	10440
Interquartile range	5220

Descriptive statistics

Standard deviation	3014.201414
Coef of variation	0.5774332212
Kurtosis	-1.2
Mean	5220
MAD	2610.249976
Skewness	0
Sum	54502020
Variance	9085410.167
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 10440.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2047	1	< 0.1%
7473	1	< 0.1%
9550	1	< 0.1%
3403	1	< 0.1%
1354	1	< 0.1%
7497	1	< 0.1%
5448	1	< 0.1%
9542	1	< 0.1%
3395	1	< 0.1%
1346	1	< 0.1%
Other values (10431)	10431	99.9%

Minimum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
10440	1	< 0.1%
10439	1	< 0.1%
10438	1	< 0.1%
10437	1	< 0.1%
10436	1	< 0.1%

interceptions
Highly correlated

This variable is highly correlated with cb and should be ignored for analysis

Correlation	0.9410440952

international_reputation
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	9426
2	835
3	158

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	9426	90.3%
2	835	8.0%
3	158	1.5%
4	22	0.2%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

jumping
Numeric

Distinct count	71
Unique (%)	0.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.04846279
Minimum	13
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	13
5-th percentile	43
Q1	58
Median	66
Q3	73
95-th percentile	83
Maximum	94
Range	81
Interquartile range	15

Descriptive statistics

Standard deviation	11.89026888
Coef of variation	0.182790928
Kurtosis	0.241710027
Mean	65.04846279
MAD	9.395546597
Skewness	-0.4412106474
Sum	679171
Variance	141.378494
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[13. 26.5 29.5 32.5 34.5 ... 82.5 84.5 85.5 92.5 94. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
72	427	4.1%
70	401	3.8%
71	373	3.6%
62	358	3.4%
73	357	3.4%
64	355	3.4%
68	342	3.3%
66	335	3.2%
63	332	3.2%
74	327	3.1%
Other values (61)	6834	65.5%

Minimum 5 values

Value	Count	Frequency (%)
13	1	< 0.1%
16	1	< 0.1%
26	2	< 0.1%
27	2	< 0.1%
28	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	4	< 0.1%
93	7	0.1%
92	25	0.2%
91	46	0.4%
90	55	0.5%

lb
Highly correlated

This variable is highly correlated with def and should be ignored for analysis

Correlation	0.9052169427

league
Numeric

Distinct count	41
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	22.48922517
Minimum	2
Maximum	42
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	4
Q1	12
Median	23
Q3	32
95-th percentile	40
Maximum	42
Range	40
Interquartile range	20

Descriptive statistics

Standard deviation	11.64824094
Coef of variation	0.5179476329
Kurtosis	-1.256735172
Mean	22.48922517
MAD	10.11615202
Skewness	-0.045219033
Sum	234810
Variance	135.681517
Memory size	81.7 KiB

Histogram with fixed size bins (bins=41)

Histogram with variable size bins (bins=[ 2. 2.5 3.5 5.5 6.5 ... 33.5 38.5 39.5 41.5 42. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
29	460	4.4%
41	407	3.9%
15	393	3.8%
25	390	3.7%
31	383	3.7%
9	377	3.6%
40	363	3.5%
34	352	3.4%
14	349	3.3%
10	347	3.3%
Other values (31)	6620	63.4%

Minimum 5 values

Value	Count	Frequency (%)
2	30	0.3%
3	223	2.1%
4	300	2.9%
5	304	2.9%
6	197	1.9%

Maximum 5 values

Value	Count	Frequency (%)
42	14	0.1%
41	407	3.9%
40	363	3.5%
39	200	1.9%
38	309	3.0%

long_passing
Numeric

Distinct count	81
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.83076334
Minimum	9
Maximum	92
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	9
5-th percentile	23
Q1	43
Median	56
Q3	64
95-th percentile	74
Maximum	92
Range	83
Interquartile range	21

Descriptive statistics

Standard deviation	15.31711398
Coef of variation	0.2899279324
Kurtosis	-0.4138126745
Mean	52.83076334
MAD	12.49965263
Skewness	-0.5849915967
Sum	551606
Variance	234.6139807
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 9. 11.5 15.5 19.5 21.5 ... 76.5 78.5 83.5 86.5 92. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
58	366	3.5%
59	355	3.4%
65	353	3.4%
62	344	3.3%
60	334	3.2%
64	318	3.0%
63	307	2.9%
55	301	2.9%
61	297	2.8%
57	289	2.8%
Other values (71)	7177	68.7%

Minimum 5 values

Value	Count	Frequency (%)
9	1	< 0.1%
10	3	< 0.1%
11	5	< 0.1%
12	12	0.1%
13	14	0.1%

Maximum 5 values

Value	Count	Frequency (%)
92	1	< 0.1%
90	1	< 0.1%
87	2	< 0.1%
86	4	< 0.1%
85	5	< 0.1%

long_shots
Numeric

Distinct count	85
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.61564984
Minimum	4
Maximum	88
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	13
Q1	33
Median	52
Q3	63
95-th percentile	74
Maximum	88
Range	84
Interquartile range	30

Descriptive statistics

Standard deviation	19.12796844
Coef of variation	0.4017160009
Kurtosis	-0.8229569537
Mean	47.61564984
MAD	16.14648538
Skewness	-0.4477562497
Sum	497155
Variance	365.8791765
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 4. 4.5 10.5 38.5 51.5 ... 74.5 77.5 80.5 84.5 88. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
62	278	2.7%
58	272	2.6%
59	270	2.6%
55	262	2.5%
65	248	2.4%
68	243	2.3%
60	241	2.3%
64	238	2.3%
52	237	2.3%
56	227	2.2%
Other values (75)	7925	75.9%

Minimum 5 values

Value	Count	Frequency (%)
4	2	< 0.1%
5	37	0.4%
6	60	0.6%
7	35	0.3%
8	43	0.4%

Maximum 5 values

Value	Count	Frequency (%)
88	4	< 0.1%
87	5	< 0.1%
86	5	< 0.1%
85	4	< 0.1%
84	9	0.1%

lw
Highly correlated

This variable is highly correlated with dribbling and should be ignored for analysis

Correlation	0.9334524142

marking
Highly correlated

This variable is highly correlated with interceptions and should be ignored for analysis

Correlation	0.9262551512

nationality
Numeric

Distinct count	148
Unique (%)	1.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	92.33425917
Minimum	1
Maximum	164
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	54
Median	96
Q3	138
95-th percentile	163
Maximum	164
Range	163
Interquartile range	84

Descriptive statistics

Standard deviation	49.18355977
Coef of variation	0.5326685914
Kurtosis	-0.9867605729
Mean	92.33425917
MAD	41.58085389
Skewness	-0.2651066615
Sum	964062
Variance	2419.022551
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1. 1.5 3.5 4.5 5.5 ... 155.5 161.5 162.5 163.5 164. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
111	926	8.9%
163	653	6.3%
1	622	6.0%
90	603	5.8%
155	573	5.5%
54	489	4.7%
146	452	4.3%
96	336	3.2%
75	263	2.5%
51	262	2.5%
Other values (138)	5262	50.4%

Minimum 5 values

Value	Count	Frequency (%)
1	622	6.0%
2	35	0.3%
3	28	0.3%
4	7	0.1%
5	165	1.6%

Maximum 5 values

Value	Count	Frequency (%)
164	170	1.6%
163	653	6.3%
162	2	< 0.1%
161	16	0.2%
160	8	0.1%

pac
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation	0.9239505615

pas
Highly correlated

This variable is highly correlated with cm and should be ignored for analysis

Correlation	0.9558262172

penalties
Numeric

Distinct count	82
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	49.25735083
Minimum	8
Maximum	90
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	8
5-th percentile	19
Q1	40
Median	51
Q3	61
95-th percentile	72
Maximum	90
Range	82
Interquartile range	21

Descriptive statistics

Standard deviation	15.59402178
Coef of variation	0.3165826321
Kurtosis	-0.3512604784
Mean	49.25735083
MAD	12.64831741
Skewness	-0.4091945737
Sum	514296
Variance	243.1735152
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 8. 9.5 10.5 20.5 25.5 ... 75.5 77.5 80.5 84.5 90. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
55	300	2.9%
59	292	2.8%
58	280	2.7%
60	280	2.7%
49	268	2.6%
61	255	2.4%
50	255	2.4%
45	251	2.4%
48	248	2.4%
52	242	2.3%
Other values (72)	7770	74.4%

Minimum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
9	4	< 0.1%
10	18	0.2%
11	44	0.4%
12	52	0.5%

Maximum 5 values

Value	Count	Frequency (%)
90	1	< 0.1%
88	4	< 0.1%
87	3	< 0.1%
86	2	< 0.1%
85	4	< 0.1%

phy
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation	0.9228801567

positioning
Numeric

Distinct count	89
Unique (%)	0.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	50.03438368
Minimum	2
Maximum	90
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	12
Q1	39
Median	55
Q3	64
95-th percentile	75
Maximum	90
Range	88
Interquartile range	25

Descriptive statistics

Standard deviation	19.22900571
Coef of variation	0.3843158303
Kurtosis	-0.4203665818
Mean	50.03438368
MAD	15.67158598
Skewness	-0.7120553305
Sum	522409
Variance	369.7546606
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 2. 3.5 10.5 15.5 22.5 ... 77.5 80.5 83.5 87.5 90. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
59	323	3.1%
60	314	3.0%
65	297	2.8%
58	293	2.8%
62	292	2.8%
64	284	2.7%
56	276	2.6%
55	267	2.6%
66	265	2.5%
63	262	2.5%
Other values (79)	7568	72.5%

Minimum 5 values

Value	Count	Frequency (%)
2	4	< 0.1%
3	4	< 0.1%
4	38	0.4%
5	47	0.5%
6	47	0.5%

Maximum 5 values

Value	Count	Frequency (%)
90	1	< 0.1%
89	2	< 0.1%
88	1	< 0.1%
87	5	< 0.1%
86	9	0.1%

potential
Numeric

Distinct count	40
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	71.38080644
Minimum	53
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	53
5-th percentile	62
Q1	67
Median	71
Q3	75
95-th percentile	82
Maximum	94
Range	41
Interquartile range	8

Descriptive statistics

Standard deviation	5.802512285
Coef of variation	0.0812895311
Kurtosis	-0.07020317467
Mean	71.38080644
MAD	4.637177642
Skewness	0.2728172825
Sum	745287
Variance	33.66914881
Memory size	81.7 KiB

Histogram with fixed size bins (bins=40)

Histogram with variable size bins (bins=[53. 56.5 59.5 60.5 61.5 ... 83.5 86.5 88.5 91. 94. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
72	734	7.0%
71	720	6.9%
70	705	6.8%
69	685	6.6%
73	660	6.3%
68	630	6.0%
67	616	5.9%
74	611	5.9%
66	564	5.4%
75	539	5.2%
Other values (30)	3977	38.1%

Minimum 5 values

Value	Count	Frequency (%)
53	1	< 0.1%
54	2	< 0.1%
55	5	< 0.1%
56	6	0.1%
57	26	0.2%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
92	1	< 0.1%
90	5	< 0.1%
89	9	0.1%
88	23	0.2%

preferred_foot
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	7917
2	2524

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	7917	75.8%
2	2524	24.2%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

rb
Highly correlated

This variable is highly correlated with lb and should be ignored for analysis

Correlation	1

reactions
Numeric

Distinct count	59
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	62.11732593
Minimum	30
Maximum	89
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	30
5-th percentile	47
Q1	56
Median	62
Q3	68
95-th percentile	76
Maximum	89
Range	59
Interquartile range	12

Descriptive statistics

Standard deviation	8.8850755
Coef of variation	0.1430369928
Kurtosis	-0.1533996562
Mean	62.11732593
MAD	7.156599553
Skewness	-0.1417367918
Sum	648567
Variance	78.94456664
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[30. 33.5 39.5 44.5 46.5 ... 77.5 78.5 82.5 85.5 89. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
64	505	4.8%
62	476	4.6%
65	476	4.6%
68	451	4.3%
60	450	4.3%
63	441	4.2%
66	436	4.2%
67	428	4.1%
59	396	3.8%
55	388	3.7%
Other values (49)	5994	57.4%

Minimum 5 values

Value	Count	Frequency (%)
30	3	< 0.1%
32	3	< 0.1%
33	3	< 0.1%
34	6	0.1%
35	8	0.1%

Maximum 5 values

Value	Count	Frequency (%)
89	1	< 0.1%
88	1	< 0.1%
87	2	< 0.1%
86	5	< 0.1%
85	15	0.1%

rw
Highly correlated

This variable is highly correlated with lw and should be ignored for analysis

Correlation	1

sho
Highly correlated

This variable is highly correlated with gk and should be ignored for analysis

Correlation	0.9055390158

short_passing
Highly correlated

This variable is highly correlated with cm and should be ignored for analysis

Correlation	0.9160526795

shot_power
Numeric

Distinct count	85
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	56.01427066
Minimum	3
Maximum	92
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	21
Q1	47
Median	60
Q3	69
95-th percentile	78
Maximum	92
Range	89
Interquartile range	22

Descriptive statistics

Standard deviation	17.12697921
Coef of variation	0.3057609965
Kurtosis	-0.2494961459
Mean	56.01427066
MAD	13.76322015
Skewness	-0.7231970374
Sum	584845
Variance	293.333417
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 3. 11.5 13.5 16.5 19.5 ... 77.5 80.5 85.5 87.5 92. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
70	324	3.1%
65	320	3.1%
68	318	3.0%
66	315	3.0%
62	306	2.9%
64	288	2.8%
63	283	2.7%
60	282	2.7%
58	278	2.7%
59	272	2.6%
Other values (75)	7455	71.4%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
9	1	< 0.1%
10	4	< 0.1%
11	2	< 0.1%
12	18	0.2%

Maximum 5 values

Value	Count	Frequency (%)
92	1	< 0.1%
91	1	< 0.1%
90	1	< 0.1%
89	2	< 0.1%
88	5	< 0.1%

skill_moves
Numeric

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.328321042
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	2
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range	1

Descriptive statistics

Standard deviation	0.7412655811
Coef of variation	0.3183691457
Kurtosis	-0.07832162823
Mean	2.328321042
MAD	0.6223395954
Skewness	0.2413810463
Sum	24310
Variance	0.5494746617
Memory size	81.7 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	5340	51.1%
3	3408	32.6%
1	1126	10.8%
4	555	5.3%
5	12	0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	1126	10.8%
2	5340	51.1%
3	3408	32.6%
4	555	5.3%
5	12	0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	12	0.1%
4	555	5.3%
3	3408	32.6%
2	5340	51.1%
1	1126	10.8%

sliding_tackle
Highly correlated

This variable is highly correlated with marking and should be ignored for analysis

Correlation	0.9596663866

sprint_speed
Highly correlated

This variable is highly correlated with acceleration and should be ignored for analysis

Correlation	0.9123358357

st
Highly correlated

This variable is highly correlated with sho and should be ignored for analysis

Correlation	0.9430216235

stamina
Numeric

Distinct count	84
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.62541902
Minimum	12
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	12
5-th percentile	30
Q1	57
Median	67
Q3	74
95-th percentile	84
Maximum	95
Range	83
Interquartile range	17

Descriptive statistics

Standard deviation	15.6829031
Coef of variation	0.2464880128
Kurtosis	0.5331837485
Mean	63.62541902
MAD	11.98647358
Skewness	-0.9284658502
Sum	664313
Variance	245.9534496
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[12. 15.5 17.5 24.5 29.5 ... 82.5 86.5 91.5 93.5 95. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
67	382	3.7%
72	373	3.6%
68	372	3.6%
70	348	3.3%
73	343	3.3%
75	328	3.1%
66	327	3.1%
74	325	3.1%
65	324	3.1%
64	317	3.0%
Other values (74)	7002	67.1%

Minimum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
13	2	< 0.1%
14	4	< 0.1%
15	3	< 0.1%
16	9	0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	3	< 0.1%
93	16	0.2%
92	30	0.3%
91	49	0.5%

standing_tackle
Highly correlated

This variable is highly correlated with sliding_tackle and should be ignored for analysis

Correlation	0.9710228304

strength
Numeric

Distinct count	77
Unique (%)	0.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.4535964
Minimum	12
Maximum	98
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	12
5-th percentile	42
Q1	58
Median	67
Q3	74
95-th percentile	84
Maximum	98
Range	86
Interquartile range	16

Descriptive statistics

Standard deviation	12.55333361
Coef of variation	0.1917898221
Kurtosis	0.09386482254
Mean	65.4535964
MAD	9.974711837
Skewness	-0.4766608926
Sum	683401
Variance	157.5861846
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[12. 26.5 30.5 39.5 47.5 ... 83.5 86.5 91.5 94.5 98. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
68	373	3.6%
72	372	3.6%
74	350	3.4%
70	346	3.3%
71	343	3.3%
69	323	3.1%
64	322	3.1%
75	319	3.1%
62	312	3.0%
63	310	3.0%
Other values (67)	7071	67.7%

Minimum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
20	1	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
24	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
98	1	< 0.1%
96	1	< 0.1%
95	2	< 0.1%
94	8	0.1%
93	15	0.1%

vision
Numeric

Distinct count	83
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	53.2683651
Minimum	10
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	10
5-th percentile	28
Q1	44
Median	55
Q3	64
95-th percentile	74
Maximum	94
Range	84
Interquartile range	20

Descriptive statistics

Standard deviation	14.27909425
Coef of variation	0.2680595552
Kurtosis	-0.382915949
Mean	53.2683651
MAD	11.64992315
Skewness	-0.3872857429
Sum	556175
Variance	203.8925327
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[10. 17.5 23.5 27.5 29.5 ... 76.5 78.5 83.5 88.5 94. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
58	320	3.1%
62	315	3.0%
65	308	2.9%
55	299	2.9%
60	295	2.8%
59	285	2.7%
64	285	2.7%
52	279	2.7%
63	278	2.7%
54	274	2.6%
Other values (73)	7503	71.9%

Minimum 5 values

Value	Count	Frequency (%)
10	3	< 0.1%
11	10	0.1%
12	8	0.1%
13	16	0.2%
14	15	0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
89	1	< 0.1%
88	5	< 0.1%

volleys
Numeric

Distinct count	85
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	43.52456661
Minimum	4
Maximum	89
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	13
Q1	31
Median	45
Q3	57
95-th percentile	70
Maximum	89
Range	85
Interquartile range	26

Descriptive statistics

Standard deviation	17.53875279
Coef of variation	0.4029621466
Kurtosis	-0.7406451469
Mean	43.52456661
MAD	14.60436969
Skewness	-0.1830723934
Sum	454440
Variance	307.6078495
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 4. 5.5 10.5 11.5 14.5 ... 70.5 74.5 77.5 82.5 89. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
55	256	2.5%
48	239	2.3%
49	229	2.2%
59	227	2.2%
42	219	2.1%
47	215	2.1%
45	209	2.0%
54	208	2.0%
32	206	2.0%
44	205	2.0%
Other values (75)	8228	78.8%

Minimum 5 values

Value	Count	Frequency (%)
4	5	< 0.1%
5	33	0.3%
6	57	0.5%
7	46	0.4%
8	59	0.6%

Maximum 5 values

Value	Count	Frequency (%)
89	1	< 0.1%
88	1	< 0.1%
86	3	< 0.1%
85	4	< 0.1%
84	4	< 0.1%

weak_foot
Numeric

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.952494972
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
Median	3
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.6546647753
Coef of variation	0.2217327317
Kurtosis	0.6105202632
Mean	2.952494972
MAD	0.4197766166
Skewness	0.1511916055
Sum	30827
Variance	0.428585968
Memory size	81.7 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	6543	62.7%
2	2147	20.6%
4	1551	14.9%
5	125	1.2%
1	75	0.7%

Minimum 5 values

Value	Count	Frequency (%)
1	75	0.7%
2	2147	20.6%
3	6543	62.7%
4	1551	14.9%
5	125	1.2%

Maximum 5 values

Value	Count	Frequency (%)
5	125	1.2%
4	1551	14.9%
3	6543	62.7%
2	2147	20.6%
1	75	0.7%

weight_kg
Numeric

Distinct count	56
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	75.37735849
Minimum	50
Maximum	110
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	50
5-th percentile	64
Q1	70
Median	75
Q3	80
95-th percentile	87
Maximum	110
Range	60
Interquartile range	10

Descriptive statistics

Standard deviation	6.98624269
Coef of variation	0.09268357011
Kurtosis	0.09122993059
Mean	75.37735849
MAD	5.562530156
Skewness	0.1909448525
Sum	787015
Variance	48.80758693
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 50. 55.5 59.5 60.5 61.5 ... 88.5 90.5 93.5 97.5 110. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
75	822	7.9%
70	805	7.7%
80	601	5.8%
72	587	5.6%
78	576	5.5%
73	552	5.3%
76	524	5.0%
77	488	4.7%
74	470	4.5%
79	439	4.2%
Other values (46)	4577	43.8%

Minimum 5 values

Value	Count	Frequency (%)
50	1	< 0.1%
51	1	< 0.1%
52	2	< 0.1%
53	3	< 0.1%
54	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
110	1	< 0.1%
107	1	< 0.1%
106	1	< 0.1%
102	2	< 0.1%
101	2	< 0.1%

work_rate_att
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Medium	7155
High	2762
Low	524

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Medium	7155	68.5%
High	2762	26.5%
Low	524	5.0%

Max length	6
Mean length	5.320371612
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

work_rate_def
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Medium	7841
High	1692
Low	908

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Medium	7841	75.1%
High	1692	16.2%
Low	908	8.7%

Max length	6
Mean length	5.414998563
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

y
Numeric

Distinct count	169
Unique (%)	1.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	229.2887654
Minimum	6
Maximum	4850
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	6
5-th percentile	11
Q1	35
Median	72.5
Q3	220
95-th percentile	1000
Maximum	4850
Range	4844
Interquartile range	185

Descriptive statistics

Standard deviation	434.1095641
Coef of variation	1.893287546
Kurtosis	28.5929709
Mean	229.2887654
MAD	249.1574467
Skewness	4.538197087
Sum	2394004
Variance	188451.1136
Memory size	81.7 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 6. 6.5 8.5 16.5 43.75 ... 1125. 1475. 1875. 3075. 4850. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
110	255	2.4%
37.5	226	2.2%
120	218	2.1%
42.5	210	2.0%
35	208	2.0%
100	199	1.9%
40	191	1.8%
50	189	1.8%
52.5	189	1.8%
45	180	1.7%
Other values (159)	8376	80.2%

Minimum 5 values

Value	Count	Frequency (%)
6	95	0.9%
7	74	0.7%
8	81	0.8%
9	110	1.1%
10	123	1.2%

Maximum 5 values

Value	Count	Frequency (%)
4850	2	< 0.1%
4800	2	< 0.1%
4750	1	< 0.1%
4600	1	< 0.1%
4500	2	< 0.1%

First rows

	acceleration	age	aggression	agility	balance	ball_control	birth_date	cam	cb	cdm	cf	club	cm	crossing	curve	def	dri	dribbling	finishing	free_kick_accuracy	gk	gk_diving	gk_handling	gk_kicking	gk_positioning	gk_reflexes	heading_accuracy	height_cm	id	interceptions	international_reputation	jumping	lb	league	long_passing	long_shots	lw	marking	nationality	pac	pas	penalties	phy	positioning	potential	preferred_foot	rb	reactions	rw	sho	short_passing	shot_power	skill_moves	sliding_tackle	sprint_speed	st	stamina	standing_tackle	strength	vision	volleys	weak_foot	weight_kg	work_rate_att	work_rate_def	y
0	64	21.26	54	57	71	68	1996-10-04	64.00	53.00	57.00	64.00	293	63.00	60	58	47	67	69	63	54	nan	5	14	6	13	10	56	177	0	28	1	52	56.00	25	69	52	64.00	43	78	65	63	59	59	61	73	1	56.00	65	64.00	60	70	64	3	52	65	63.00	65	60	59	55	50	3	72	Medium	Medium	70.00
1	57	33.30	49	59	66	64	1984-09-21	59.00	61.00	64.00	57.00	258	61.00	69	32	63	63	62	51	32	nan	9	15	6	13	14	40	178	1	66	1	57	64.00	24	57	28	60.00	62	51	56	60	36	57	56	62	1	64.00	69	60.00	39	68	22	2	64	55	52.00	62	70	58	55	23	3	70	Medium	High	24.00
2	65	18.58	32	58	72	54	1999-06-08	53.00	31.00	34.00	55.00	112	45.00	29	35	19	55	54	64	29	nan	8	9	11	8	10	56	177	2	18	1	61	36.00	3	30	52	54.00	18	52	68	39	68	48	55	68	2	36.00	56	54.00	57	44	46	2	14	71	56.00	59	11	48	49	40	3	69	Medium	Medium	17.00
3	76	29.46	69	70	64	81	1988-07-25	77.00	77.00	78.00	77.00	604	79.00	64	66	77	77	77	72	72	nan	16	16	11	6	8	80	181	3	78	3	88	78.00	9	76	76	76.00	77	54	76	74	71	76	75	81	1	78.00	81	76.00	74	81	79	3	73	76	77.00	92	78	69	75	75	3	81	High	High	1,750.00
4	49	37.44	69	65	75	75	1980-08-04	68.00	66.00	70.00	65.00	80	71.00	74	71	65	71	70	58	70	nan	15	10	16	16	16	53	179	4	69	2	51	64.00	37	75	65	66.00	64	96	40	74	71	67	59	72	2	64.00	72	66.00	62	74	67	3	67	33	62.00	55	68	74	75	60	2	75	Medium	Medium	97.50
5	68	36.44	50	72	67	63	1981-08-02	60.00	64.00	65.00	57.00	213	63.00	66	65	65	65	64	29	41	nan	15	8	11	11	14	64	172	5	63	1	75	66.00	35	65	64	59.00	66	43	67	64	65	65	33	67	1	66.00	66	59.00	47	66	67	2	65	66	54.00	76	64	64	64	48	4	67	Medium	Medium	16.00
6	86	26.39	75	83	69	64	1991-08-19	62.00	45.00	47.00	63.00	458	56.00	37	58	30	65	62	67	31	nan	13	10	13	8	11	59	184	6	19	1	86	47.00	12	51	62	63.00	16	101	87	53	66	67	54	67	1	47.00	51	63.00	64	63	64	2	34	87	63.00	66	39	63	55	60	3	70	Medium	Medium	57.50
7	74	21.87	56	67	74	63	1996-02-23	59.00	58.00	59.00	58.00	543	58.00	41	39	56	62	61	44	35	nan	8	10	15	12	10	48	174	7	58	1	56	58.00	29	59	52	58.00	57	155	73	54	43	61	53	72	1	58.00	53	58.00	47	62	51	2	58	73	55.00	55	57	67	57	36	3	73	Medium	Medium	32.50
8	68	26.70	64	72	67	76	1991-04-27	69.00	47.00	51.00	71.00	148	64.00	51	66	31	74	74	73	54	nan	7	16	7	9	14	66	182	8	33	1	71	49.00	9	59	76	69.00	13	1	69	59	70	68	72	76	1	49.00	71	69.00	75	64	80	3	25	69	72.00	63	39	72	60	71	3	78	High	High	500.00
9	62	23.69	54	60	63	54	1994-04-29	46.00	63.00	57.00	46.00	188	49.00	36	31	62	52	47	30	25	nan	14	8	12	5	8	61	186	9	62	1	80	58.00	5	44	28	46.00	63	163	65	43	38	69	29	71	1	58.00	56	46.00	34	55	50	2	61	68	47.00	62	62	77	38	27	4	78	Medium	Medium	55.00

Last rows

	acceleration	age	aggression	agility	balance	ball_control	birth_date	cam	cb	cdm	cf	club	cm	crossing	curve	def	dri	dribbling	finishing	free_kick_accuracy	gk	gk_diving	gk_handling	gk_kicking	gk_positioning	gk_reflexes	heading_accuracy	height_cm	id	interceptions	international_reputation	jumping	lb	league	long_passing	long_shots	lw	marking	nationality	pac	pas	penalties	phy	positioning	potential	preferred_foot	rb	reactions	rw	sho	short_passing	shot_power	skill_moves	sliding_tackle	sprint_speed	st	stamina	standing_tackle	strength	vision	volleys	weak_foot	weight_kg	work_rate_att	work_rate_def	y
10431	71	22.06	46	78	68	69	1995-12-15	64.00	43.00	49.00	63.00	450	59.00	64	67	37	68	68	64	66	nan	10	6	14	7	7	42	175	10431	25	1	52	50.00	41	60	63	65.00	38	111	72	63	56	51	57	76	1	50.00	50	65.00	61	63	58	4	40	72	59.00	56	40	51	60	41	3	70	High	Medium	92.50
10432	86	30.87	65	85	80	77	1987-02-27	75.00	55.00	63.00	74.00	506	71.00	74	76	53	78	77	66	78	nan	6	5	14	14	9	56	158	10432	45	2	34	63.00	15	72	70	75.00	54	155	78	75	74	48	72	72	1	63.00	74	75.00	68	76	69	3	49	71	69.00	66	57	34	74	70	4	56	Medium	Medium	290.00
10433	65	20.94	70	54	49	64	1997-01-27	55.00	67.00	66.00	52.00	449	60.00	49	39	65	56	52	24	22	nan	14	14	11	12	10	59	189	10433	61	1	65	64.00	5	67	39	53.00	63	163	66	57	26	74	29	81	1	64.00	68	53.00	35	64	59	2	67	67	51.00	65	71	81	59	39	3	83	Medium	Medium	150.00
10434	76	20.66	30	64	67	68	1997-05-09	60.00	38.00	43.00	62.00	612	54.00	50	52	30	67	69	58	47	nan	6	10	9	11	15	48	178	10434	24	1	34	45.00	10	49	53	62.00	22	111	77	53	60	44	60	78	1	45.00	46	62.00	60	59	72	3	31	78	61.00	52	36	47	51	56	3	69	Medium	Medium	67.50
10435	49	25.90	58	46	58	46	1992-02-12	39.00	61.00	54.00	39.00	248	43.00	22	20	61	42	37	18	21	nan	10	15	12	9	8	59	188	10435	59	1	66	54.00	21	41	32	38.00	62	163	56	36	35	67	23	65	2	54.00	49	38.00	28	51	45	2	63	61	41.00	54	61	77	29	26	3	81	Medium	Medium	32.50
10436	75	19.62	60	65	72	51	1998-05-24	52.00	60.00	58.00	53.00	277	52.00	56	38	61	53	49	39	39	nan	15	14	15	7	14	52	176	10436	64	1	66	62.00	9	40	41	54.00	60	1	74	51	44	62	49	75	1	62.00	63	54.00	43	57	56	3	63	74	52.00	65	61	61	48	32	2	79	Medium	Medium	55.00
10437	66	26.45	62	61	56	57	1991-07-27	54.00	60.00	60.00	52.00	101	56.00	58	34	59	55	53	36	36	nan	10	10	16	11	12	56	178	10437	60	1	62	60.00	8	55	33	54.00	59	147	66	55	43	69	47	62	2	60.00	56	54.00	38	58	44	2	57	66	50.00	74	60	70	59	31	3	68	Medium	Medium	25.00
10438	81	25.86	52	79	77	73	1992-02-29	70.00	41.00	46.00	73.00	626	62.00	57	61	23	73	72	76	55	nan	8	9	8	8	11	77	178	10438	23	1	56	46.00	26	58	77	72.00	16	64	81	60	56	64	75	77	1	46.00	73	72.00	77	65	85	3	15	81	76.00	61	14	72	56	72	3	72	Medium	Medium	1,000.00
10439	66	28.12	71	65	56	76	1989-11-25	69.00	49.00	52.00	72.00	147	64.00	53	42	32	71	71	77	46	nan	7	9	8	13	13	78	186	10439	37	1	74	50.00	9	49	62	69.00	15	1	70	59	70	75	77	76	1	50.00	64	69.00	74	68	77	2	21	74	74.00	72	34	79	65	75	4	79	Medium	Medium	800.00
10440	60	28.58	91	55	52	59	1989-06-12	53.00	68.00	64.00	52.00	234	56.00	62	36	65	59	61	36	62	nan	13	10	8	7	7	64	185	10440	63	1	71	63.00	18	62	25	54.00	65	65	63	58	51	79	39	71	2	63.00	52	54.00	37	64	51	2	68	65	52.00	63	65	83	45	26	2	88	Medium	High	100.00

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows